Presentation | 1998/3/20 Chaotic Episodic Associative Memory Junya KITADA, Yuko OSANA, Masafumi HAGIWARA, |
---|---|
PDF Download Page | PDF download Page Link |
Abstract(in Japanese) | (See Japanese page) |
Abstract(in English) | In this paper, we propose Chaotic Episodic Associative Memory (CEAM). It can deal with complex episodes which have common terms. Temporal Associative Memory (TAM) and Episodic Associative Memory (EAM) have been proposed as models for episodic memory. However these models cannot deal with association of plural episodes that have common terms because the stored common patterns cause superimposed patterns. The proposed CEAM is based on the conventional TAM and has connections in the input layer for autoassociation. It also employs chaotic neurons in a part of the input layer. Each scene of the episodes is memorized together with its own contextual information. That is, the training set including common terms is converted into a form which doesn't include any common terms. The chaotic neurons in the input layer corresponding to contextual information change their states by chaos. As a result, the contextual information changes dynamically, which enables CEAM to recall plural episodes that have common terms. A series of computer simulations shows the effectiveness of the proposed model. |
Keyword(in Japanese) | (See Japanese page) |
Keyword(in English) | Episodic Memory / Associative Memory / Chaotic Neural Network |
Paper # | |
Date of Issue |
Conference Information | |
Committee | NC |
---|---|
Conference Date | 1998/3/20(1days) |
Place (in Japanese) | (See Japanese page) |
Place (in English) | |
Topics (in Japanese) | (See Japanese page) |
Topics (in English) | |
Chair | |
Vice Chair | |
Secretary | |
Assistant |
Paper Information | |
Registration To | Neurocomputing (NC) |
---|---|
Language | JPN |
Title (in Japanese) | (See Japanese page) |
Sub Title (in Japanese) | (See Japanese page) |
Title (in English) | Chaotic Episodic Associative Memory |
Sub Title (in English) | |
Keyword(1) | Episodic Memory |
Keyword(2) | Associative Memory |
Keyword(3) | Chaotic Neural Network |
1st Author's Name | Junya KITADA |
1st Author's Affiliation | Department of Electrical Engineering, Faculty of Science and Technology, Keio University() |
2nd Author's Name | Yuko OSANA |
2nd Author's Affiliation | Department of Electrical Engineering, Faculty of Science and Technology, Keio University |
3rd Author's Name | Masafumi HAGIWARA |
3rd Author's Affiliation | Department of Electrical Engineering, Faculty of Science and Technology, Keio University |
Date | 1998/3/20 |
Paper # | |
Volume (vol) | vol.97 |
Number (no) | 624 |
Page | pp.pp.- |
#Pages | 8 |
Date of Issue |